diff --git a/README.md b/README.md
index b484275..e84d2fc 100644
--- a/README.md
+++ b/README.md
@@ -10,9 +10,7 @@
 ## Utilisation
 Toutes les factures sont initialement mélangées dans le même dossier.
 
-0. (facultatif) metric-data permet d'afficher la répartition des différents codes éditeurs pour cibler les plus importants à traiter.
-1. Lancer le code tri factures en modifiant les paramètres `path_bills`, qui correspond au nom du dossier d'entrée et éventuellement `path_bills_output`, correspondant au nom du dossier de sortie.
-2. Renseigner son adresse mail comme chaîne de caractère en modifiant le paramètre `mail_adress` dans le fichier __editors-processing/global_function.py__  
-2. Lancer un par un les programmes dans editors processing : ils traitent les éditeurs un par un en utilisant de la recherhce de chaîne de caractère. A l'exception de `global_functions.py`qui contient des fonctions utilisées dans chacun des programmes.
-3. Les fichiers sont à présents traités dans un dossier __results__. Dans chaque programme, les paramètres `path` et `path_res` doivent être modifiés en conséquent (_path_ : dossier contenant les factures triées + num éditeur) (_path_res_ : results par défaut)
-4. On aura en résultat autant de csv que d'éditeurs traités. Les non traités seront dans le fichier "autres".
+1. Renseigner son adresse mail comme chaîne de caractère en modifiant le paramètre `mail_adress` dans le fichier __editors-processing/global_function.py__  
+2. Mettre toutes les factures dans un dossier. Renseigner ce nom de dossier à la place de `path_bills` dans les programmes __v1/apc.py__ et __metric-data.py__, programme facultatif permettant d'afficher la répartition des différents codes éditeurs pour cibler les plus importants à traiter.
+3. lancer le script __v1/apc.py__. Les résultats sont dans le csv res_facture.csv (échapement `\\` (ou juste `\` ?), séparateur `,`)
+4. On peut lancer __metrics_output.py__ pour obtenir les ratios de factures correctement traitées par éditeur (permet de repérer si un éditeur change d'année en année)
diff --git a/metric-data.py b/metric-data.py
deleted file mode 100644
index 4337425..0000000
--- a/metric-data.py
+++ /dev/null
@@ -1,18 +0,0 @@
-from pathlib import Path
-
-path_bills = "factures-2021-2022"
-
-#fonction qui classe les PDFs par editeur
-def metrics_editors(path):
-    dic_stats = {}
-    files = Path('./%s/' %path).glob('*')
-    for file in files:
-        code_editor=str(file).split("_")[1]
-        if code_editor not in dic_stats:
-            dic_stats[code_editor]=1
-        else :
-            dic_stats[code_editor]+=1
-    return dict(sorted(dic_stats.items(), key=lambda item:item[1]))
-
-
-print(metrics_editors(path=path_bills))
\ No newline at end of file
diff --git a/metric-input.py b/metric-input.py
new file mode 100644
index 0000000..4fdfa59
--- /dev/null
+++ b/metric-input.py
@@ -0,0 +1,18 @@
+from pathlib import Path
+
+path_bills = "factures-2019-2023"
+
+#fonction qui classe les PDFs par editeur
+def metrics_editors(path):
+    dic_stats = {}
+    files = Path('./%s/' %path).glob('*')
+    for file in files:
+        code_editor=str(file).split("_")[1]
+        if code_editor not in dic_stats:
+            dic_stats[code_editor]=1
+        else :
+            dic_stats[code_editor]+=1
+    return dict(sorted(dic_stats.items(), key=lambda item:item[1]))
+
+
+print(metrics_editors(path=path_bills))
\ No newline at end of file
diff --git a/metric-output.py b/metric-output.py
new file mode 100644
index 0000000..3996d58
--- /dev/null
+++ b/metric-output.py
@@ -0,0 +1,30 @@
+import pandas as pd
+import json
+
+df_res = pd.read_csv('res_facture.csv')
+
+with open('./v1/dictionaries/code_fournisseur2fournisseur.json', 'r') as f_in:
+    id_editor2editor = json.load(f_in)
+
+# Fonction pour calculer le ratio des champs "item_editor" vides
+def calculate_empty_item_editor_ratio(df):
+    total_items = len(df)
+    empty_item_editors = df['item_editor'].isna().sum()
+    if total_items > 0:
+        ratio = 1 - empty_item_editors / total_items
+    else:
+        ratio = 0
+    return ratio
+
+results = {}
+
+for code_editor in id_editor2editor.keys():
+    # Extraire le code éditeur de la colonne "nom_complet" pour filtrer les lignes
+    df_res['extracted_code'] = df_res['nom_complet'].apply(lambda x: x.split('_')[1] if len(x.split('_')) > 1 else None)
+    
+    # Filtrer le DataFrame pour les lignes où le code extrait est égal au code de l'éditeur
+    df_editor = df_res[df_res['extracted_code'] == code_editor]
+    ratio = calculate_empty_item_editor_ratio(df_editor)
+    results[code_editor] = ratio
+
+print(json.dumps(results))
\ No newline at end of file
diff --git a/tri-factures.py b/tri-factures.py
deleted file mode 100644
index 894ad64..0000000
--- a/tri-factures.py
+++ /dev/null
@@ -1,35 +0,0 @@
-import shutil
-from pathlib import Path
-import os
-import json
-
-path_bills = "factures-2021-2022"
-path_bills_output = "factures-2021-2022-triees"
-"""
-Notice d'utilisation
-ATTENTION : Les dossier d'entrée et de sortie ne doivent PAS CONTENIR de "_" : c'est réservé pour les noms de fichier pdf des factures.
-
-Ce programme permet de trier un dossier de facture par code fournisseur
-Si le code fournisseur n'est pas dans la liste id_editor2editor, ne peut être traité de manière automatique.
-"""
-#address path to datas (pdf only)
-with open('./dictionaries/code_fournisseur2fournisseur.json','r') as f_in:
-    id_editor2editor = json.load(f_in)
-
-#fonction utilitaire pour classEditors qui copie le fichier PDF dans un repository dans son code editeur.
-def copyItIn(file,repository,global_path='./%s' %path_bills_output):
-    if not os.path.exists('%s/%s' % (global_path,repository) ):
-        os.makedirs('%s/%s' % (global_path,repository) )
-    shutil.copy(file, '%s/%s' % (global_path,repository) )
-
-
-# classe les PDFs par editeur
-
-files = Path('./%s/' %path_bills).glob('*')
-for file in files:
-    code_editor=str(file).split("_")[1]
-    if code_editor in id_editor2editor.keys():
-        copyItIn(file,code_editor)
-    else:
-        copyItIn(file,'autres')
-
diff --git a/v1/apc.py b/v1/apc.py
new file mode 100644
index 0000000..ed510e5
--- /dev/null
+++ b/v1/apc.py
@@ -0,0 +1,43 @@
+import json
+from pathlib import Path
+import subprocess
+import pandas as pd
+from editorsFunctions.global_functions import *
+
+
+path_bills = "factures-2019-2023"
+
+with open('./v1/dictionaries/code_fournisseur2fournisseur.json', 'r') as f_in:
+    id_editor2editor = json.load(f_in)
+
+
+def execute_script(script_name, file_name):
+    result = subprocess.run(['python3', script_name], input=file_name, capture_output=True, text=True)
+    if result.returncode == 0:
+        try:
+            data = json.loads(result.stdout)
+            return data
+        except json.JSONDecodeError as e:
+            return None
+    else:
+        return None
+
+df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+
+files = Path('./%s/' % path_bills).glob('*')
+for file in files:
+    code_editor = str(file).split("_")[1]
+    if code_editor in id_editor2editor.keys():
+        script_name = f"v1/editorsFunctions/{code_editor}.py"
+        data = execute_script(script_name, str(file))
+        if data is not None:
+            df = pd.DataFrame([data])
+            df_res = pd.concat([df_res, df], ignore_index=True)
+    else:
+        script_name = f"v1/editorsFunctions/autres.py"
+        data = execute_script(script_name, str(file))
+        if data is not None:
+            df = pd.DataFrame([data])
+            df_res = pd.concat([df_res, df], ignore_index=True)
+
+df_res.to_csv('res_facture.csv', index=False)
diff --git a/v1/dictionaries/code_fournisseur2fournisseur.json b/v1/dictionaries/code_fournisseur2fournisseur.json
new file mode 100644
index 0000000..f6f751f
--- /dev/null
+++ b/v1/dictionaries/code_fournisseur2fournisseur.json
@@ -0,0 +1,29 @@
+{
+  "0001021938": 1,
+  "0001197861": 2,
+  "0001200930": 3,
+  "0001079074": 4,
+  "0001021664": 5,
+  "0001024808": 6,
+  "0001097617": 7,
+  "0001091455": 8,
+  "0001217181": 9,
+  "0001090050": 10,
+  "0001157725": 11,
+  "0001062310": 12,
+  "0001021888": 13,
+  "0001222959": 14,
+  "0001234181": 15,
+  "0001226137": 16,
+  "0001021626": 17,
+  "0001247066": 18,
+  "0001021875": 19,
+  "0001167626": 20,
+  "0001271047": 21,
+  "0001024308": 22,
+  "0001021793": 23,
+  "0001189058": 24,
+  "0001024313": 25,
+  "0001024524": 26,
+  "0001129981": 27
+}
diff --git a/v1/editorsFunctions/0001021626.py b/v1/editorsFunctions/0001021626.py
index 20470e8..68ceb02 100644
--- a/v1/editorsFunctions/0001021626.py
+++ b/v1/editorsFunctions/0001021626.py
@@ -1,45 +1,28 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001021626"
-
-path = './factures-2019-2023-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
 
-    # Article
-    item_editor =  get_caracs_between(full_text,"Order Reference","VAT amount")
-    if item_editor != "":
-        item_editor = "Order Reference" + item_editor
-    
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
+# Article
+item_editor =  get_caracs_between(full_text,"Order Reference","VAT amount")
+if item_editor != "":
+    item_editor = "Order Reference" + item_editor
 
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar=',')
+
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001021664.py b/v1/editorsFunctions/0001021664.py
index 2ed621b..857ef10 100644
--- a/v1/editorsFunctions/0001021664.py
+++ b/v1/editorsFunctions/0001021664.py
@@ -1,50 +1,34 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001021664"
-
-path = './factures-2021-2022-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
+full_text = ocr_pdf(filename)
     
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
 
-    # Article
-    item_editor =  get_caracs_between(full_text,"Description","Product ").replace("\n"," ").replace("Total Due","")
+# Article
+item_editor =  get_caracs_between(full_text,"Description","Product ").replace("\n"," ").replace("Total Due","")
+if item_editor != "":
+    item_editor = "Product ID + Description: " + item_editor
+
+else:
+    item_editor =  get_caracs_between(full_text,"Description","Total Units").replace("\n"," ").replace("Total Due","")
     if item_editor != "":
         item_editor = "Product ID + Description: " + item_editor
-    
-    else:
-        item_editor =  get_caracs_between(full_text,"Description","Total Units").replace("\n"," ").replace("Total Due","")
-        if item_editor != "":
-            item_editor = "Product ID + Description: " + item_editor
 
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
 
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar='\\')
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001021793.py b/v1/editorsFunctions/0001021793.py
index fc697e6..b40fde8 100644
--- a/v1/editorsFunctions/0001021793.py
+++ b/v1/editorsFunctions/0001021793.py
@@ -1,44 +1,28 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001021793"
-
-path = './factures-2019-2023-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
 
-    # Article
-    item_editor =  get_caracs_between(full_text,"Item","Total").replace("\n"," ")
-    if item_editor != "":
-        item_editor = "Item: " + item_editor
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
+# Article
+item_editor =  get_caracs_between(full_text,"Item","Total").replace("\n"," ")
+if item_editor != "":
+    item_editor = "Item: " + item_editor
 
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar='\\')
+
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001021875.py b/v1/editorsFunctions/0001021875.py
index 17c5cf1..63ff218 100644
--- a/v1/editorsFunctions/0001021875.py
+++ b/v1/editorsFunctions/0001021875.py
@@ -1,45 +1,28 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001021875"
-
-path = './factures-2019-2023-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
 
-    # Article
-    item_editor =  get_caracs_between(full_text,"Article","VAT")
-    if item_editor != "":
-        item_editor = "Article" + item_editor
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
+
+# Article
+item_editor =  get_caracs_between(full_text,"Article","VAT")
+if item_editor != "":
+    item_editor = "Article" + item_editor
     
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
-
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar=',')
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001021888.py b/v1/editorsFunctions/0001021888.py
index 5552818..d77c3b3 100644
--- a/v1/editorsFunctions/0001021888.py
+++ b/v1/editorsFunctions/0001021888.py
@@ -1,44 +1,28 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001021888"
-
-path = './factures-2021-2022-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
 
-    # Article
-    item_editor =  get_caracs_between(full_text,"Description","Payment terms").replace("\n"," ")
-    if item_editor != "":
-        item_editor = "Title: " + item_editor
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
+# Article
+item_editor =  get_caracs_between(full_text,"Description","Payment terms").replace("\n"," ")
+if item_editor != "":
+    item_editor = "Title: " + item_editor
 
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar='\\')
+
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001021938.py b/v1/editorsFunctions/0001021938.py
index 581d269..f3b11b1 100644
--- a/v1/editorsFunctions/0001021938.py
+++ b/v1/editorsFunctions/0001021938.py
@@ -1,52 +1,36 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001021938"
-
-path = './factures-2021-2022-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
+
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
+
+# Article
+if "Author/Article:" in full_text:
+    item_editor =  get_caracs_between(full_text,"Author/Article:","Manuscript").replace("\n"," ")
     
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
+    if item_editor != "":
+        item_editor = "Author/Article: " + item_editor
 
-    # Article
-    if "Author/Article:" in full_text:
-        item_editor =  get_caracs_between(full_text,"Author/Article:","Manuscript").replace("\n"," ")
-        
-        if item_editor != "":
-            item_editor = "Author/Article: " + item_editor
+else:
+    item_editor =  get_caracs_between(full_text,"Author","Manuscript ID:").replace("\n"," ")
+    
+    if item_editor != "":
+        item_editor = "Author" + item_editor
 
-    else:
-        item_editor =  get_caracs_between(full_text,"Author","Manuscript ID:").replace("\n"," ")
-        
-        if item_editor != "":
-            item_editor = "Author" + item_editor
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
-
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar='\\')
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001024308.py b/v1/editorsFunctions/0001024308.py
index 204126b..3486e6b 100644
--- a/v1/editorsFunctions/0001024308.py
+++ b/v1/editorsFunctions/0001024308.py
@@ -1,45 +1,28 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001024308"
-
-path = './factures-2019-2023-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
 
-    # Article
-    item_editor =  get_caracs_between(full_text,"PUBLICATION CHARGES","PAGE CHARGES").replace("\n","")
-    if item_editor != "":
-        item_editor = "PUBLICATION CHARGES" + item_editor
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
+
+# Article
+item_editor =  get_caracs_between(full_text,"PUBLICATION CHARGES","PAGE CHARGES").replace("\n","")
+if item_editor != "":
+    item_editor = "PUBLICATION CHARGES" + item_editor
     
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
-
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar=',')
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001024313.py b/v1/editorsFunctions/0001024313.py
index bad9076..902dc65 100644
--- a/v1/editorsFunctions/0001024313.py
+++ b/v1/editorsFunctions/0001024313.py
@@ -1,45 +1,28 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001024313"
-
-path = './factures-2019-2023-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
 
-    # Article
-    item_editor = get_caracs_between(re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text)),"Title:","Journal:")
-    if item_editor != "":
-        item_editor = "Title: " + item_editor
-    
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
+# Article
+item_editor = get_caracs_between(re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text)),"Title:","Journal:")
+if item_editor != "":
+    item_editor = "Title: " + item_editor
 
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar=',')
+
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001024524.py b/v1/editorsFunctions/0001024524.py
index 68d6caa..fbeea7a 100644
--- a/v1/editorsFunctions/0001024524.py
+++ b/v1/editorsFunctions/0001024524.py
@@ -1,45 +1,28 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001024524"
-
-path = './factures-2019-2023-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
     
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
 
-    # Article
-    item_editor = get_caracs_between(full_text,"Article:","Corresponding Author:")
-    if item_editor != "":
-        item_editor = "Title: " + item_editor
+# Article
+item_editor = get_caracs_between(full_text,"Article:","Corresponding Author:")
+if item_editor != "":
+    item_editor = "Title: " + item_editor
     
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
-
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar=',')
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001024808.py b/v1/editorsFunctions/0001024808.py
index 190abea..e524593 100644
--- a/v1/editorsFunctions/0001024808.py
+++ b/v1/editorsFunctions/0001024808.py
@@ -1,50 +1,33 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001024808"
-
-path = './factures-2021-2022-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
 
-    # Article
-    item_editor =  get_caracs_between(full_text,"Description","Total Units").replace("\n"," ")
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
+
+# Article
+item_editor =  get_caracs_between(full_text,"Description","Total Units").replace("\n"," ")
+if item_editor != "":
+    item_editor = "Description: " + item_editor
+
+else:
+    item_editor =  get_caracs_between(full_text,"Description","Product ").replace("\n"," ")
     if item_editor != "":
         item_editor = "Description: " + item_editor
-    
-    else:
-        item_editor =  get_caracs_between(full_text,"Description","Product ").replace("\n"," ")
-        if item_editor != "":
-            item_editor = "Description: " + item_editor
 
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
-
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar='\\')
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001062310.py b/v1/editorsFunctions/0001062310.py
index 97e7c53..e17c34e 100644
--- a/v1/editorsFunctions/0001062310.py
+++ b/v1/editorsFunctions/0001062310.py
@@ -1,43 +1,26 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001062310"
-
-path = './factures-2019-2023-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
     
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
 
-    # Article
-    item_editor = get_caracs_between(full_text,"Total","USD").replace("\n"," ").replace("Article Processing", "|| Article Processing")
+# Article
+item_editor = get_caracs_between(full_text,"Total","USD").replace("\n"," ").replace("Article Processing", "|| Article Processing")
     
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
-
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar=',')
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001079074.py b/v1/editorsFunctions/0001079074.py
index dcfd9a5..685edbc 100644
--- a/v1/editorsFunctions/0001079074.py
+++ b/v1/editorsFunctions/0001079074.py
@@ -1,42 +1,29 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
+import sys
+import json
 
-num_editor = "0001079074"
-path = './factures-2021-2022-triees/%s' %num_editor
-path_res='./results'
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
+
     
-    #Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
+#Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
 
 
-    # propre à l'éditeur
-    item_editor = get_caracs_between(full_text,"Article:","Tax").replace("\n"," ")   
-    if item_editor != "":
-        item_editor = "Article: " + item_editor
+# propre à l'éditeur
+item_editor = get_caracs_between(full_text,"Article:","Tax").replace("\n"," ")   
+if item_editor != "":
+    item_editor = "Article: " + item_editor
     
     
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,'item_editor':item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))} #HERE ADD
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
-
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar='\\')
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001090050.py b/v1/editorsFunctions/0001090050.py
index 37c8a2b..88edaf8 100644
--- a/v1/editorsFunctions/0001090050.py
+++ b/v1/editorsFunctions/0001090050.py
@@ -1,44 +1,28 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001090050"
-
-path = './factures-2021-2022-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
 
-    # Article
-    item_editor =  get_caracs_between(full_text,"Manuscript","\n").replace("\n"," ")
-    if item_editor != "":
-        item_editor = "Manuscript: " + item_editor
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
+# Article
+item_editor =  get_caracs_between(full_text,"Manuscript","\n").replace("\n"," ")
+if item_editor != "":
+    item_editor = "Manuscript: " + item_editor
 
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar='\\')
+
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001091455.py b/v1/editorsFunctions/0001091455.py
index c4303a7..b2a4a61 100644
--- a/v1/editorsFunctions/0001091455.py
+++ b/v1/editorsFunctions/0001091455.py
@@ -1,44 +1,27 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001091455"
-
-path = './factures-2021-2022-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
 
-    # Article
-    item_editor =  get_caracs_between(full_text,"Item","Total").replace("\n"," ")
-    if item_editor != "":
-        item_editor = "Item: " + item_editor
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
+# Article
+item_editor =  get_caracs_between(full_text,"Item","Total").replace("\n"," ")
+if item_editor != "":
+    item_editor = "Item: " + item_editor
 
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar='\\')
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001097617.py b/v1/editorsFunctions/0001097617.py
index adf9d34..42886d1 100644
--- a/v1/editorsFunctions/0001097617.py
+++ b/v1/editorsFunctions/0001097617.py
@@ -1,44 +1,28 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001097617"
-
-path = './factures-2021-2022-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
 
-    # Article
-    item_editor =  get_caracs_between(full_text,"","").replace("\n"," ")
-    if item_editor != "":
-        item_editor = "Title: " + item_editor
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
+# Article
+item_editor =  get_caracs_between(full_text,"","").replace("\n"," ")
+if item_editor != "":
+    item_editor = "Title: " + item_editor
 
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar='\\')
+
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001129981.py b/v1/editorsFunctions/0001129981.py
index 447a490..e116f53 100644
--- a/v1/editorsFunctions/0001129981.py
+++ b/v1/editorsFunctions/0001129981.py
@@ -1,43 +1,26 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001129981"
-
-path = './factures-2019-2023-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
-
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
-
-    # Article
-    item_editor =  get_caracs_between(full_text,"Total Due","Check").replace("\n"," ")
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
 
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar=',')
+# Article
+item_editor =  get_caracs_between(full_text,"Total Due","Check").replace("\n"," ")
+
+
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001157725.py b/v1/editorsFunctions/0001157725.py
index 33d3418..0571b1b 100644
--- a/v1/editorsFunctions/0001157725.py
+++ b/v1/editorsFunctions/0001157725.py
@@ -1,44 +1,28 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001157725"
-
-path = './factures-2021-2022-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
     
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
 
-    # Article
-    item_editor =  get_caracs_between(full_text,"Journal Name","DOI").replace("\n"," ")
-    if item_editor != "":
-        item_editor = "Description: " + item_editor
+# Article
+item_editor =  get_caracs_between(full_text,"Journal Name","DOI").replace("\n"," ")
+if item_editor != "":
+    item_editor = "Description: " + item_editor
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
 
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar='\\')
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001167626.py b/v1/editorsFunctions/0001167626.py
index d85bbb0..0fd8ace 100644
--- a/v1/editorsFunctions/0001167626.py
+++ b/v1/editorsFunctions/0001167626.py
@@ -1,44 +1,28 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001167626"
-
-path = './factures-2019-2023-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
 
-    # Article
-    item_editor =  get_caracs_between(full_text,"Article","TOTAL VALUE")
-    if item_editor != "":
-        item_editor = "Article" + item_editor
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
+# Article
+item_editor =  get_caracs_between(full_text,"Article","TOTAL VALUE")
+if item_editor != "":
+    item_editor = "Article" + item_editor
 
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar=',')
+
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001189058.py b/v1/editorsFunctions/0001189058.py
index ffb8927..e3c65e6 100644
--- a/v1/editorsFunctions/0001189058.py
+++ b/v1/editorsFunctions/0001189058.py
@@ -1,45 +1,28 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001189058"
-
-path = './factures-2019-2023-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
 
-    # Article
-    item_editor =  get_caracs_between(full_text,"TITLE","REMARKS").replace(
-        "USD","").replace("PRICE","").replace("DISC","").replace("NET","").replace(
-            "VALUE","").replace("UNIT","").replace("TAX","").replace("VAT","").replace("\n","")
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
+
+# Article
+item_editor =  get_caracs_between(full_text,"TITLE","REMARKS").replace(
+    "USD","").replace("PRICE","").replace("DISC","").replace("NET","").replace(
+        "VALUE","").replace("UNIT","").replace("TAX","").replace("VAT","").replace("\n","")
     
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
-
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar=',')
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001197861.py b/v1/editorsFunctions/0001197861.py
index 821172a..835a794 100644
--- a/v1/editorsFunctions/0001197861.py
+++ b/v1/editorsFunctions/0001197861.py
@@ -1,44 +1,28 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001197861"
-
-path = './factures-2021-2022-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
     
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
 
-    # Article
-    item_editor =  get_caracs_between(full_text,"Description","Net Value")
-    if item_editor != "":
-        item_editor = "Description: " + item_editor
+# Article
+item_editor =  get_caracs_between(full_text,"Description","Net Value")
+if item_editor != "":
+    item_editor = "Description: " + item_editor
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
 
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar='\\')
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001200930.py b/v1/editorsFunctions/0001200930.py
index 431af63..65f9542 100644
--- a/v1/editorsFunctions/0001200930.py
+++ b/v1/editorsFunctions/0001200930.py
@@ -1,48 +1,29 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001200930"
-
-# path = './test/%s' %num_editor
-path = './factures-2021-2022-triees/%s' %num_editor
-
-# path_res='./test-results'
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
-
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
 
-    # Article
-    item_editor =  get_caracs_between(full_text,'"','"').replace("\n"," ")
-    if item_editor != "":
-        item_editor = "Article Title: " + item_editor
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
+
+
+# Article
+item_editor =  get_caracs_between(full_text,'"','"').replace("\n"," ")
+if item_editor != "":
+    item_editor = "Article Title: " + item_editor
         
         
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
-
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar='\\')
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001217181.py b/v1/editorsFunctions/0001217181.py
index 595050c..16366ec 100644
--- a/v1/editorsFunctions/0001217181.py
+++ b/v1/editorsFunctions/0001217181.py
@@ -1,42 +1,29 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001217181"
-path = './factures-2021-2022-triees/%s' %num_editor
-path_res='./results'
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
-
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
+import sys
+import json
 
 
-    # Article
-    item_editor =  get_caracs_between(full_text,"Title","published in").replace("\n"," ")
-    if item_editor != "":
-        item_editor = "Title: " + item_editor
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
 
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar='\\')
+
+# Article
+item_editor =  get_caracs_between(full_text,"Title","published in").replace("\n"," ")
+if item_editor != "":
+    item_editor = "Title: " + item_editor
+
+
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001222959.py b/v1/editorsFunctions/0001222959.py
index 4d235b4..9062198 100644
--- a/v1/editorsFunctions/0001222959.py
+++ b/v1/editorsFunctions/0001222959.py
@@ -1,44 +1,28 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001222959"
-
-path = './factures-2021-2022-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
 
-    # Article
-    item_editor =  get_caracs_between(full_text,"Manuscript ID","Net Value").replace("\n"," ")
-    if item_editor != "":
-        item_editor = "Manuscript ID: " + item_editor
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
+# Article
+item_editor =  get_caracs_between(full_text,"Manuscript ID","Net Value").replace("\n"," ")
+if item_editor != "":
+    item_editor = "Manuscript ID: " + item_editor
 
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar='\\')
+
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001226137.py b/v1/editorsFunctions/0001226137.py
index d477d57..bc90124 100644
--- a/v1/editorsFunctions/0001226137.py
+++ b/v1/editorsFunctions/0001226137.py
@@ -1,47 +1,31 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001226137"
-
-path = './factures-2021-2022-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
 
-    # Article
-    item_editor =  get_caracs_between(full_text,"Title","Author").replace("\n"," ")
-    if item_editor != "":
-        item_editor = "Article Title: " + item_editor
-    
-    is_oa = get_caracs_between(full_text,"Item Description","Total Amount").replace("\n"," ")
-    item_editor = item_editor + "\nItem Description :" + is_oa
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
+# Article
+item_editor =  get_caracs_between(full_text,"Title","Author").replace("\n"," ")
+if item_editor != "":
+    item_editor = "Article Title: " + item_editor
 
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar='\\')
+is_oa = get_caracs_between(full_text,"Item Description","Total Amount").replace("\n"," ")
+item_editor = item_editor + "\nItem Description :" + is_oa
+
+
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001234181.py b/v1/editorsFunctions/0001234181.py
index ad3dc50..42886d1 100644
--- a/v1/editorsFunctions/0001234181.py
+++ b/v1/editorsFunctions/0001234181.py
@@ -1,44 +1,28 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001234181"
-
-path = './factures-2021-2022-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
 
-    # Article
-    item_editor =  get_caracs_between(full_text,"","").replace("\n"," ")
-    if item_editor != "":
-        item_editor = "Title: " + item_editor
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
+# Article
+item_editor =  get_caracs_between(full_text,"","").replace("\n"," ")
+if item_editor != "":
+    item_editor = "Title: " + item_editor
 
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar='\\')
+
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001247066.py b/v1/editorsFunctions/0001247066.py
index 1570c47..c601228 100644
--- a/v1/editorsFunctions/0001247066.py
+++ b/v1/editorsFunctions/0001247066.py
@@ -1,45 +1,28 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001247066"
-
-path = './factures-2019-2023-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
 
-    # Article
-    item_editor =  get_caracs_between(full_text,"INVOICE","Unit")
-    if item_editor != "":
-        item_editor = "Description: " + item_editor.replace("tinyLine\n","")
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
+
+# Article
+item_editor =  get_caracs_between(full_text,"INVOICE","Unit")
+if item_editor != "":
+    item_editor = "Description: " + item_editor.replace("tinyLine\n","")
     
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
-
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar=',')
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/0001271047.py b/v1/editorsFunctions/0001271047.py
index 04e17a4..75b716a 100644
--- a/v1/editorsFunctions/0001271047.py
+++ b/v1/editorsFunctions/0001271047.py
@@ -1,45 +1,28 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-num_editor = "0001271047"
-
-path = './factures-2019-2023-triees/%s' %num_editor
-
-path_res='./results'
+import sys
+import json
 
 
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","item_editor","full_text"])
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    ## Extract infos
-    # DOI
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
 
-    # Article
-    item_editor =  get_caracs_between(full_text,"Title","Author")
-    if item_editor != "":
-        item_editor = "Title: " + item_editor
-    
+## Extract infos
+# DOI
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
+# Article
+item_editor =  get_caracs_between(full_text,"Title","Author")
+if item_editor != "":
+    item_editor = "Title: " + item_editor
 
-df_res.to_csv(path_or_buf="%s/%s.csv"%(path_res,num_editor),index=False,header=True,encoding='utf-8',escapechar=',')
+
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file
diff --git a/v1/editorsFunctions/autres.py b/v1/editorsFunctions/autres.py
index d84bc1f..fe45bf4 100644
--- a/v1/editorsFunctions/autres.py
+++ b/v1/editorsFunctions/autres.py
@@ -1,34 +1,22 @@
 from global_functions import *
-import os
-import PyPDF2
-import pandas as pd
-
-path = './factures-2021-2022-triees/autres'
-path_res='./results'
-df_res = pd.DataFrame(columns=["nom_complet","doi","unverified_doi","full_text"])
-
-res = []
-for filename in os.listdir(path):
-    file = os.path.join(path, filename)
-    # Read PDF as text
-    try:
-        reader = PyPDF2.PdfReader(file, strict=False)
-        full_text = read_all_page(reader)
-    except:
-        full_text= ""
-    
-    #Extract infos
-    unverified_doi = find_doi(full_text)
-    doi = ""
-    #only if a doi is found
-    if unverified_doi:
-        if verify_doi(unverified_doi):
-            #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
-            doi=unverified_doi
-            unverified_doi=""
+import sys
+import json
 
 
-    new_row = {'nom_complet': filename, 'doi': doi, 'unverified_doi':unverified_doi ,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
-    df_res = pd.concat([df_res,pd.DataFrame([new_row])],ignore_index=True)
+filename = sys.stdin.read().strip()
+full_text = ocr_pdf(filename)
 
-df_res.to_csv(path_or_buf="%s/autres-sorted.csv"%path_res,index=False,header=True,encoding='utf-8',escapechar='\\')
\ No newline at end of file
+
+#Extract infos
+unverified_doi = find_doi(full_text)
+doi = ""
+#only if a doi is found
+if unverified_doi:
+    if verify_doi(unverified_doi):
+        #If DOI is found, write it in "doi" column instead of 'unverified_doi' column.
+        doi=unverified_doi
+        unverified_doi=""
+
+
+new_row = {'nom_complet': filename.split("/")[1], 'doi': doi, 'unverified_doi':unverified_doi ,"item_editor":item_editor,'full_text': re.sub("\n\n+","\n",re.sub("\s\s+"," ",full_text))}
+sys.stdout.write((json.dumps(new_row)))
\ No newline at end of file